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Table 2 Classification results (in terms of probability) obtained for each artificial data set when λ =0 . 2 and λ =0 . 6

From: Network-based data classification: combining K-associated optimal graphs and high-level prediction

Data set

Class

Classification result

  

λ= 0 . 2

λ= 0 . 6

Triangle data set

gray

0.439

0.516

 

black

0.561

0.483

Line I data set

gray

0.481

0.586

 

black

0.519

0.414

Line II data set

gray 1

0.000

0.000

 

gray 2

0.200

0.600

 

black 1

0.400

0.200

 

black 2

0.400

0.200

Multi-class data set

black

0.800

0.400

 

gray

0.000

0.000

 

green

0.200

0.600

  1. Italic values denote the final classification result.